Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 6411 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 281.2 B |
Variable types
| Categorical | 8 |
|---|---|
| Boolean | 8 |
| Numeric | 13 |
Customer ID has a high cardinality: 6411 distinct values | High cardinality |
State has a high cardinality: 51 distinct values | High cardinality |
Phone Number has a high cardinality: 6402 distinct values | High cardinality |
Account Length (months) is highly overall correlated with Local Calls and 2 other fields | High correlation |
Local Calls is highly overall correlated with Account Length (months) and 2 other fields | High correlation |
Local Mins is highly overall correlated with Account Length (months) and 2 other fields | High correlation |
Intl Calls is highly overall correlated with Intl Mins and 2 other fields | High correlation |
Intl Mins is highly overall correlated with Intl Calls and 2 other fields | High correlation |
Extra International Charges is highly overall correlated with Intl Calls and 2 other fields | High correlation |
Customer Service Calls is highly overall correlated with Churn Label | High correlation |
Avg Monthly GB Download is highly overall correlated with Under 30 | High correlation |
Age is highly overall correlated with Under 30 and 1 other fields | High correlation |
Number of Customers in Group is highly overall correlated with Group | High correlation |
Monthly Charge is highly overall correlated with Total Charges and 1 other fields | High correlation |
Total Charges is highly overall correlated with Account Length (months) and 3 other fields | High correlation |
Churn Label is highly overall correlated with Customer Service Calls and 2 other fields | High correlation |
Intl Active is highly overall correlated with Intl Calls and 2 other fields | High correlation |
Unlimited Data Plan is highly overall correlated with Monthly Charge | High correlation |
Under 30 is highly overall correlated with Avg Monthly GB Download and 1 other fields | High correlation |
Senior is highly overall correlated with Age | High correlation |
Group is highly overall correlated with Number of Customers in Group | High correlation |
Churn Category is highly overall correlated with Churn Label and 1 other fields | High correlation |
Churn Reason is highly overall correlated with Churn Label and 1 other fields | High correlation |
Intl Plan is highly imbalanced (53.8%) | Imbalance |
Churn Category is highly imbalanced (61.3%) | Imbalance |
Churn Reason is highly imbalanced (62.4%) | Imbalance |
Customer ID is uniformly distributed | Uniform |
Phone Number is uniformly distributed | Uniform |
Customer ID has unique values | Unique |
Intl Calls has 3943 (61.5%) zeros | Zeros |
Intl Mins has 3943 (61.5%) zeros | Zeros |
Extra International Charges has 4272 (66.6%) zeros | Zeros |
Customer Service Calls has 3857 (60.2%) zeros | Zeros |
Avg Monthly GB Download has 1448 (22.6%) zeros | Zeros |
Extra Data Charges has 5760 (89.8%) zeros | Zeros |
Number of Customers in Group has 4946 (77.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-01 12:07:50.754743 |
|---|---|
| Analysis finished | 2024-10-01 12:08:56.779617 |
| Duration | 1 minute and 6.02 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Customer ID
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 6411 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| 4444-BZPU | 1 |
|---|---|
| 2875-PAMY | 1 |
| 6103-KXHN | 1 |
| 0627-LLPX | 1 |
| 2181-OLAS | 1 |
| Other values (6406) |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 57699 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 6411 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 4444-BZPU |
|---|---|
| 2nd row | 5676-PTZX |
| 3rd row | 8532-ZEKQ |
| 4th row | 1314-SMPJ |
| 5th row | 2956-TXCJ |
Common Values
| Value | Count | Frequency (%) |
| 4444-BZPU | 1 | < 0.1% |
| 2875-PAMY | 1 | < 0.1% |
| 6103-KXHN | 1 | < 0.1% |
| 0627-LLPX | 1 | < 0.1% |
| 2181-OLAS | 1 | < 0.1% |
| 5707-SGWL | 1 | < 0.1% |
| 6662-PNJU | 1 | < 0.1% |
| 2786-JMVY | 1 | < 0.1% |
| 2626-EKLI | 1 | < 0.1% |
| 5660-KCQO | 1 | < 0.1% |
| Other values (6401) | 6401 |
Length
| Value | Count | Frequency (%) |
| 4444-bzpu | 1 | < 0.1% |
| 1260-hoay | 1 | < 0.1% |
| 1314-smpj | 1 | < 0.1% |
| 2956-txcj | 1 | < 0.1% |
| 9152-depy | 1 | < 0.1% |
| 1958-sdso | 1 | < 0.1% |
| 8787-qzuc | 1 | < 0.1% |
| 7768-oqje | 1 | < 0.1% |
| 7716-rheb | 1 | < 0.1% |
| 1133-qycq | 1 | < 0.1% |
| Other values (6401) | 6401 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 6411 | 11.1% |
| 5 | 2633 | 4.6% |
| 7 | 2605 | 4.5% |
| 0 | 2587 | 4.5% |
| 2 | 2584 | 4.5% |
| 3 | 2581 | 4.5% |
| 1 | 2580 | 4.5% |
| 8 | 2568 | 4.5% |
| 4 | 2543 | 4.4% |
| 6 | 2485 | 4.3% |
| Other values (27) | 28122 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25644 | |
| Uppercase Letter | 25644 | |
| Dash Punctuation | 6411 | 11.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1080 | 4.2% |
| Z | 1055 | 4.1% |
| M | 1036 | 4.0% |
| D | 1023 | 4.0% |
| V | 1022 | 4.0% |
| Y | 1020 | 4.0% |
| B | 1010 | 3.9% |
| E | 1006 | 3.9% |
| C | 1003 | 3.9% |
| Q | 1001 | 3.9% |
| Other values (16) | 15388 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 2633 | |
| 7 | 2605 | |
| 0 | 2587 | |
| 2 | 2584 | |
| 3 | 2581 | |
| 1 | 2580 | |
| 8 | 2568 | |
| 4 | 2543 | |
| 6 | 2485 | |
| 9 | 2478 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6411 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 32055 | |
| Latin | 25644 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 1080 | 4.2% |
| Z | 1055 | 4.1% |
| M | 1036 | 4.0% |
| D | 1023 | 4.0% |
| V | 1022 | 4.0% |
| Y | 1020 | 4.0% |
| B | 1010 | 3.9% |
| E | 1006 | 3.9% |
| C | 1003 | 3.9% |
| Q | 1001 | 3.9% |
| Other values (16) | 15388 |
Common
| Value | Count | Frequency (%) |
| - | 6411 | |
| 5 | 2633 | |
| 7 | 2605 | |
| 0 | 2587 | |
| 2 | 2584 | |
| 3 | 2581 | |
| 1 | 2580 | |
| 8 | 2568 | |
| 4 | 2543 | 7.9% |
| 6 | 2485 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57699 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 6411 | 11.1% |
| 5 | 2633 | 4.6% |
| 7 | 2605 | 4.5% |
| 0 | 2587 | 4.5% |
| 2 | 2584 | 4.5% |
| 3 | 2581 | 4.5% |
| 1 | 2580 | 4.5% |
| 8 | 2568 | 4.5% |
| 4 | 2543 | 4.4% |
| 6 | 2485 | 4.3% |
| Other values (27) | 28122 |
Churn Label
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4640 | |
| True | 1771 | 27.6% |
Account Length (months)
Real number (ℝ)
| Distinct | 77 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.768523 |
| Minimum | 1 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 8 |
| median | 26 |
| Q3 | 52 |
| 95-th percentile | 71 |
| Maximum | 77 |
| Range | 76 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 23.884761 |
|---|---|
| Coefficient of variation (CV) | 0.7762726 |
| Kurtosis | -1.2914268 |
| Mean | 30.768523 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.3226624 |
| Sum | 197257 |
| Variance | 570.48182 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 591 | 9.2% |
| 2 | 225 | 3.5% |
| 3 | 188 | 2.9% |
| 4 | 161 | 2.5% |
| 5 | 138 | 2.2% |
| 71 | 125 | 1.9% |
| 7 | 125 | 1.9% |
| 9 | 122 | 1.9% |
| 11 | 119 | 1.9% |
| 8 | 115 | 1.8% |
| Other values (67) | 4502 |
| Value | Count | Frequency (%) |
| 1 | 591 | |
| 2 | 225 | 3.5% |
| 3 | 188 | 2.9% |
| 4 | 161 | 2.5% |
| 5 | 138 | 2.2% |
| 6 | 97 | 1.5% |
| 7 | 125 | 1.9% |
| 8 | 115 | 1.8% |
| 9 | 122 | 1.9% |
| 10 | 103 | 1.6% |
| Value | Count | Frequency (%) |
| 77 | 4 | 0.1% |
| 76 | 3 | < 0.1% |
| 75 | 14 | 0.2% |
| 74 | 26 | 0.4% |
| 73 | 73 | |
| 72 | 98 | |
| 71 | 125 | |
| 70 | 111 | |
| 69 | 77 | |
| 68 | 77 |
Local Calls
Real number (ℝ)
| Distinct | 430 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.78131 |
| Minimum | 1 |
|---|---|
| Maximum | 436 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 28 |
| median | 91 |
| Q3 | 184.5 |
| 95-th percentile | 339 |
| Maximum | 436 |
| Range | 435 |
| Interquartile range (IQR) | 156.5 |
Descriptive statistics
| Standard deviation | 107.23408 |
|---|---|
| Coefficient of variation (CV) | 0.89524878 |
| Kurtosis | -0.074479461 |
| Mean | 119.78131 |
| Median Absolute Deviation (MAD) | 72 |
| Skewness | 0.90528392 |
| Sum | 767918 |
| Variance | 11499.147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 143 | 2.2% |
| 4 | 134 | 2.1% |
| 5 | 126 | 2.0% |
| 2 | 115 | 1.8% |
| 3 | 109 | 1.7% |
| 7 | 91 | 1.4% |
| 8 | 68 | 1.1% |
| 9 | 66 | 1.0% |
| 10 | 63 | 1.0% |
| 12 | 48 | 0.7% |
| Other values (420) | 5448 |
| Value | Count | Frequency (%) |
| 1 | 20 | 0.3% |
| 2 | 115 | |
| 3 | 109 | |
| 4 | 134 | |
| 5 | 126 | |
| 6 | 143 | |
| 7 | 91 | |
| 8 | 68 | |
| 9 | 66 | |
| 10 | 63 |
| Value | Count | Frequency (%) |
| 436 | 1 | < 0.1% |
| 435 | 2 | |
| 434 | 2 | |
| 433 | 2 | |
| 432 | 2 | |
| 431 | 1 | < 0.1% |
| 430 | 3 | |
| 429 | 2 | |
| 428 | 2 | |
| 427 | 1 | < 0.1% |
Local Mins
Real number (ℝ)
| Distinct | 4005 |
|---|---|
| Distinct (%) | 62.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 299.60321 |
| Minimum | 4 |
|---|---|
| Maximum | 1127.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 71.35 |
| median | 234.3 |
| Q3 | 464.3 |
| 95-th percentile | 846.8 |
| Maximum | 1127.6 |
| Range | 1123.6 |
| Interquartile range (IQR) | 392.95 |
Descriptive statistics
| Standard deviation | 266.35391 |
|---|---|
| Coefficient of variation (CV) | 0.88902219 |
| Kurtosis | -0.029813057 |
| Mean | 299.60321 |
| Median Absolute Deviation (MAD) | 182.6 |
| Skewness | 0.90410963 |
| Sum | 1920756.2 |
| Variance | 70944.403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 57 | 0.9% |
| 15 | 57 | 0.9% |
| 7 | 54 | 0.8% |
| 11 | 49 | 0.8% |
| 4 | 48 | 0.7% |
| 13 | 47 | 0.7% |
| 12 | 46 | 0.7% |
| 10 | 46 | 0.7% |
| 16 | 45 | 0.7% |
| 5 | 40 | 0.6% |
| Other values (3995) | 5922 |
| Value | Count | Frequency (%) |
| 4 | 48 | |
| 5 | 40 | |
| 6 | 34 | |
| 6.4 | 2 | < 0.1% |
| 6.9 | 2 | < 0.1% |
| 7 | 54 | |
| 7.4 | 1 | < 0.1% |
| 7.6 | 1 | < 0.1% |
| 7.9 | 2 | < 0.1% |
| 8 | 36 |
| Value | Count | Frequency (%) |
| 1127.6 | 1 | |
| 1125.5 | 1 | |
| 1122.6 | 1 | |
| 1114.2 | 1 | |
| 1113.5 | 1 | |
| 1113.4 | 1 | |
| 1112.1 | 2 | |
| 1109.5 | 1 | |
| 1108.9 | 1 | |
| 1108.1 | 1 |
Intl Calls
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 327 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.53426 |
| Minimum | 0 |
|---|---|
| Maximum | 1050 |
| Zeros | 3943 |
| Zeros (%) | 61.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 45 |
| 95-th percentile | 264 |
| Maximum | 1050 |
| Range | 1050 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 98.917958 |
|---|---|
| Coefficient of variation (CV) | 2.0381058 |
| Kurtosis | 12.858511 |
| Mean | 48.53426 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9810591 |
| Sum | 311153.14 |
| Variance | 9784.7623 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 4 | 167 | 2.6% |
| 8 | 75 | 1.2% |
| 12 | 68 | 1.1% |
| 16 | 60 | 0.9% |
| 36 | 42 | 0.7% |
| 20 | 40 | 0.6% |
| 28 | 39 | 0.6% |
| 32 | 35 | 0.5% |
| 24 | 34 | 0.5% |
| Other values (317) | 1908 |
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 4 | 0.1% |
| 2 | 11 | 0.2% |
| 3 | 22 | 0.3% |
| 4 | 167 | 2.6% |
| 4.08 | 1 | < 0.1% |
| 4.2 | 1 | < 0.1% |
| 5 | 12 | 0.2% |
| 5.880735125 | 2 | < 0.1% |
| 6 | 19 | 0.3% |
| Value | Count | Frequency (%) |
| 1050 | 1 | |
| 975 | 1 | |
| 962 | 1 | |
| 910 | 1 | |
| 896 | 1 | |
| 828 | 1 | |
| 825 | 1 | |
| 768 | 1 | |
| 737 | 1 | |
| 728 | 1 |
Intl Mins
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1573 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123.98725 |
| Minimum | 0 |
|---|---|
| Maximum | 1372.5 |
| Zeros | 3943 |
| Zeros (%) | 61.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 131.95 |
| 95-th percentile | 695.45 |
| Maximum | 1372.5 |
| Range | 1372.5 |
| Interquartile range (IQR) | 131.95 |
Descriptive statistics
| Standard deviation | 234.34468 |
|---|---|
| Coefficient of variation (CV) | 1.8900708 |
| Kurtosis | 3.2509345 |
| Mean | 123.98725 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0259026 |
| Sum | 794882.26 |
| Variance | 54917.427 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 9.7 | 12 | 0.2% |
| 12.8 | 11 | 0.2% |
| 12.1 | 9 | 0.1% |
| 13.3 | 7 | 0.1% |
| 14 | 6 | 0.1% |
| 10.8 | 6 | 0.1% |
| 335.4 | 6 | 0.1% |
| 10.7 | 6 | 0.1% |
| 594 | 6 | 0.1% |
| Other values (1563) | 2399 |
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 3 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 5.4 | 1 | < 0.1% |
| 5.5 | 1 | < 0.1% |
| 5.7 | 1 | < 0.1% |
| 5.8 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1372.5 | 1 | |
| 1225 | 1 | |
| 1214.1 | 1 | |
| 1164.4 | 1 | |
| 1144.6 | 1 | |
| 1134.6 | 1 | |
| 1128.6 | 2 | |
| 1079.2 | 1 | |
| 1074 | 2 | |
| 1073.1 | 1 |
Intl Active
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3943 | |
| True | 2468 |
Intl Plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5783 | |
| True | 628 | 9.8% |
Extra International Charges
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1232 |
|---|---|
| Distinct (%) | 19.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.109905 |
| Minimum | 0 |
|---|---|
| Maximum | 582.2 |
| Zeros | 4272 |
| Zeros (%) | 66.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 15.45 |
| 95-th percentile | 198 |
| Maximum | 582.2 |
| Range | 582.2 |
| Interquartile range (IQR) | 15.45 |
Descriptive statistics
| Standard deviation | 73.31797 |
|---|---|
| Coefficient of variation (CV) | 2.2833443 |
| Kurtosis | 10.065742 |
| Mean | 32.109905 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.995244 |
| Sum | 205856.6 |
| Variance | 5375.5247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 4.3 | 13 | 0.2% |
| 2.6 | 13 | 0.2% |
| 3.2 | 10 | 0.2% |
| 2.5 | 10 | 0.2% |
| 3.7 | 9 | 0.1% |
| 4.7 | 9 | 0.1% |
| 2.8 | 9 | 0.1% |
| 5.3 | 9 | 0.1% |
| 6.8 | 8 | 0.1% |
| Other values (1222) | 2049 |
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 0.2 | 2 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 582.2 | 1 | |
| 539.6 | 1 | |
| 529.2 | 1 | |
| 525.6 | 1 | |
| 520.8 | 1 | |
| 509.2 | 1 | |
| 506.3 | 1 | |
| 483 | 1 | |
| 475.2 | 1 | |
| 468 | 2 |
Customer Service Calls
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.93245983 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3857 |
| Zeros (%) | 60.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4242033 |
|---|---|
| Coefficient of variation (CV) | 1.5273615 |
| Kurtosis | 1.2914562 |
| Mean | 0.93245983 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5147125 |
| Sum | 5978 |
| Variance | 2.0283549 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3857 | |
| 1 | 859 | 13.4% |
| 2 | 827 | 12.9% |
| 3 | 292 | 4.6% |
| 4 | 291 | 4.5% |
| 5 | 285 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 3857 | |
| 1 | 859 | 13.4% |
| 2 | 827 | 12.9% |
| 3 | 292 | 4.6% |
| 4 | 291 | 4.5% |
| 5 | 285 | 4.4% |
| Value | Count | Frequency (%) |
| 5 | 285 | 4.4% |
| 4 | 291 | 4.5% |
| 3 | 292 | 4.6% |
| 2 | 827 | 12.9% |
| 1 | 859 | 13.4% |
| 0 | 3857 |
Avg Monthly GB Download
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6657308 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 1448 |
| Zeros (%) | 22.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 24 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.4499334 |
|---|---|
| Coefficient of variation (CV) | 1.1176469 |
| Kurtosis | 3.7132669 |
| Mean | 6.6657308 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.7939798 |
| Sum | 42734 |
| Variance | 55.501507 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1448 | |
| 5 | 503 | 7.8% |
| 3 | 452 | 7.1% |
| 4 | 449 | 7.0% |
| 6 | 410 | 6.4% |
| 2 | 410 | 6.4% |
| 1 | 357 | 5.6% |
| 7 | 313 | 4.9% |
| 8 | 248 | 3.9% |
| 9 | 240 | 3.7% |
| Other values (26) | 1581 |
| Value | Count | Frequency (%) |
| 0 | 1448 | |
| 1 | 357 | 5.6% |
| 2 | 410 | 6.4% |
| 3 | 452 | 7.1% |
| 4 | 449 | 7.0% |
| 5 | 503 | 7.8% |
| 6 | 410 | 6.4% |
| 7 | 313 | 4.9% |
| 8 | 248 | 3.9% |
| 9 | 240 | 3.7% |
| Value | Count | Frequency (%) |
| 43 | 8 | 0.1% |
| 41 | 7 | 0.1% |
| 38 | 19 | |
| 37 | 19 | |
| 36 | 8 | 0.1% |
| 35 | 19 | |
| 30 | 47 | |
| 29 | 24 | |
| 28 | 17 | 0.3% |
| 27 | 32 |
Unlimited Data Plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4291 | |
| False | 2120 |
Extra Data Charges
Real number (ℝ)
| Distinct | 91 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2728124 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 5760 |
| Zeros (%) | 89.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 27.5 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.369278 |
|---|---|
| Coefficient of variation (CV) | 3.7794034 |
| Kurtosis | 20.566712 |
| Mean | 3.2728124 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.4362222 |
| Sum | 20982 |
| Variance | 152.99904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5760 | |
| 6 | 42 | 0.7% |
| 5 | 40 | 0.6% |
| 4 | 33 | 0.5% |
| 7 | 19 | 0.3% |
| 19 | 16 | 0.2% |
| 13 | 16 | 0.2% |
| 38 | 14 | 0.2% |
| 12 | 13 | 0.2% |
| 23 | 12 | 0.2% |
| Other values (81) | 446 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 5760 | |
| 3 | 6 | 0.1% |
| 4 | 33 | 0.5% |
| 5 | 40 | 0.6% |
| 6 | 42 | 0.7% |
| 7 | 19 | 0.3% |
| 8 | 6 | 0.1% |
| 9 | 7 | 0.1% |
| 10 | 6 | 0.1% |
| 11 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 99 | 3 | |
| 96 | 1 | < 0.1% |
| 95 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 92 | 2 | |
| 91 | 1 | < 0.1% |
| 90 | 2 | |
| 88 | 3 | |
| 87 | 1 | < 0.1% |
| 83 | 3 |
State
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| WV | 203 |
|---|---|
| MN | 163 |
| NY | 159 |
| OH | 154 |
| AL | 153 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 12822 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | OH |
| 4th row | MO |
| 5th row | WV |
Common Values
| Value | Count | Frequency (%) |
| WV | 203 | 3.2% |
| MN | 163 | 2.5% |
| NY | 159 | 2.5% |
| OH | 154 | 2.4% |
| AL | 153 | 2.4% |
| OR | 151 | 2.4% |
| VA | 150 | 2.3% |
| WI | 149 | 2.3% |
| CT | 146 | 2.3% |
| ID | 144 | 2.2% |
| Other values (41) | 4839 |
Length
| Value | Count | Frequency (%) |
| wv | 203 | 3.2% |
| mn | 163 | 2.5% |
| ny | 159 | 2.5% |
| oh | 154 | 2.4% |
| al | 153 | 2.4% |
| or | 151 | 2.4% |
| va | 150 | 2.3% |
| wi | 149 | 2.3% |
| ct | 146 | 2.3% |
| id | 144 | 2.2% |
| Other values (41) | 4839 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1405 | 11.0% |
| A | 1325 | 10.3% |
| M | 1183 | 9.2% |
| I | 1003 | 7.8% |
| T | 801 | 6.2% |
| D | 732 | 5.7% |
| C | 682 | 5.3% |
| O | 660 | 5.1% |
| V | 619 | 4.8% |
| W | 617 | 4.8% |
| Other values (14) | 3795 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 12822 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1405 | 11.0% |
| A | 1325 | 10.3% |
| M | 1183 | 9.2% |
| I | 1003 | 7.8% |
| T | 801 | 6.2% |
| D | 732 | 5.7% |
| C | 682 | 5.3% |
| O | 660 | 5.1% |
| V | 619 | 4.8% |
| W | 617 | 4.8% |
| Other values (14) | 3795 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12822 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 1405 | 11.0% |
| A | 1325 | 10.3% |
| M | 1183 | 9.2% |
| I | 1003 | 7.8% |
| T | 801 | 6.2% |
| D | 732 | 5.7% |
| C | 682 | 5.3% |
| O | 660 | 5.1% |
| V | 619 | 4.8% |
| W | 617 | 4.8% |
| Other values (14) | 3795 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12822 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 1405 | 11.0% |
| A | 1325 | 10.3% |
| M | 1183 | 9.2% |
| I | 1003 | 7.8% |
| T | 801 | 6.2% |
| D | 732 | 5.7% |
| C | 682 | 5.3% |
| O | 660 | 5.1% |
| V | 619 | 4.8% |
| W | 617 | 4.8% |
| Other values (14) | 3795 |
Phone Number
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 6402 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| 333-7803 | 2 |
|---|---|
| 313-7716 | 2 |
| 359-9794 | 2 |
| 365-9011 | 2 |
| 312-3187 | 2 |
| Other values (6397) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.0274528 |
| Min length | 7 |
Characters and Unicode
| Total characters | 51464 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 6393 ? |
|---|---|
| Unique (%) | 99.7% |
Sample
| 1st row | 382-4657 |
|---|---|
| 2nd row | 371-7191 |
| 3rd row | 375-9999 |
| 4th row | 329-9001 |
| 5th row | 330-8173 |
Common Values
| Value | Count | Frequency (%) |
| 333-7803 | 2 | < 0.1% |
| 313-7716 | 2 | < 0.1% |
| 359-9794 | 2 | < 0.1% |
| 365-9011 | 2 | < 0.1% |
| 312-3187 | 2 | < 0.1% |
| 329-6144 | 2 | < 0.1% |
| 334-9818 | 2 | < 0.1% |
| 390-3401 | 2 | < 0.1% |
| 277-4048 | 2 | < 0.1% |
| 319-7505 | 1 | < 0.1% |
| Other values (6392) | 6392 |
Length
| Value | Count | Frequency (%) |
| 333-7803 | 2 | < 0.1% |
| 359-9794 | 2 | < 0.1% |
| 365-9011 | 2 | < 0.1% |
| 312-3187 | 2 | < 0.1% |
| 329-6144 | 2 | < 0.1% |
| 334-9818 | 2 | < 0.1% |
| 390-3401 | 2 | < 0.1% |
| 277-4048 | 2 | < 0.1% |
| 313-7716 | 2 | < 0.1% |
| 351-7269 | 1 | < 0.1% |
| Other values (6392) | 6392 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 8692 | |
| - | 6411 | |
| 4 | 4741 | |
| 2 | 4614 | |
| 9 | 4012 | |
| 5 | 4007 | |
| 1 | 3916 | |
| 8 | 3909 | |
| 6 | 3863 | |
| 7 | 3859 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 45053 | |
| Dash Punctuation | 6411 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 8692 | |
| 4 | 4741 | |
| 2 | 4614 | |
| 9 | 4012 | |
| 5 | 4007 | |
| 1 | 3916 | |
| 8 | 3909 | |
| 6 | 3863 | |
| 7 | 3859 | |
| 0 | 3440 | 7.6% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6411 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 51464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 8692 | |
| - | 6411 | |
| 4 | 4741 | |
| 2 | 4614 | |
| 9 | 4012 | |
| 5 | 4007 | |
| 1 | 3916 | |
| 8 | 3909 | |
| 6 | 3863 | |
| 7 | 3859 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 51464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 8692 | |
| - | 6411 | |
| 4 | 4741 | |
| 2 | 4614 | |
| 9 | 4012 | |
| 5 | 4007 | |
| 1 | 3916 | |
| 8 | 3909 | |
| 6 | 3863 | |
| 7 | 3859 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| Male | |
|---|---|
| Female | |
| Prefer not to say | 7 |
Length
| Max length | 17 |
|---|---|
| Median length | 4 |
| Mean length | 5.0024957 |
| Min length | 4 |
Characters and Unicode
| Total characters | 32071 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 3236 | |
| Female | 3168 | |
| Prefer not to say | 7 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 3236 | |
| female | 3168 | |
| prefer | 7 | 0.1% |
| not | 7 | 0.1% |
| to | 7 | 0.1% |
| say | 7 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9586 | |
| a | 6411 | |
| l | 6404 | |
| M | 3236 | 10.1% |
| F | 3168 | 9.9% |
| m | 3168 | 9.9% |
| 21 | 0.1% | |
| r | 14 | < 0.1% |
| o | 14 | < 0.1% |
| t | 14 | < 0.1% |
| Other values (5) | 35 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25639 | |
| Uppercase Letter | 6411 | 20.0% |
| Space Separator | 21 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9586 | |
| a | 6411 | |
| l | 6404 | |
| m | 3168 | 12.4% |
| r | 14 | 0.1% |
| o | 14 | 0.1% |
| t | 14 | 0.1% |
| f | 7 | < 0.1% |
| n | 7 | < 0.1% |
| s | 7 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3236 | |
| F | 3168 | |
| P | 7 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 21 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 32050 | |
| Common | 21 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9586 | |
| a | 6411 | |
| l | 6404 | |
| M | 3236 | 10.1% |
| F | 3168 | 9.9% |
| m | 3168 | 9.9% |
| r | 14 | < 0.1% |
| o | 14 | < 0.1% |
| t | 14 | < 0.1% |
| P | 7 | < 0.1% |
| Other values (4) | 28 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 21 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32071 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9586 | |
| a | 6411 | |
| l | 6404 | |
| M | 3236 | 10.1% |
| F | 3168 | 9.9% |
| m | 3168 | 9.9% |
| 21 | 0.1% | |
| r | 14 | < 0.1% |
| o | 14 | < 0.1% |
| t | 14 | < 0.1% |
| Other values (5) | 35 | 0.1% |
Age
Real number (ℝ)
| Distinct | 67 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.448136 |
| Minimum | 19 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 33 |
| median | 47 |
| Q3 | 60 |
| 95-th percentile | 77 |
| Maximum | 85 |
| Range | 66 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 16.9597 |
|---|---|
| Coefficient of variation (CV) | 0.3574366 |
| Kurtosis | -0.92755423 |
| Mean | 47.448136 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.21188001 |
| Sum | 304190 |
| Variance | 287.63144 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 182 | 2.8% |
| 48 | 175 | 2.7% |
| 21 | 140 | 2.2% |
| 47 | 136 | 2.1% |
| 45 | 132 | 2.1% |
| 41 | 132 | 2.1% |
| 25 | 131 | 2.0% |
| 43 | 130 | 2.0% |
| 38 | 129 | 2.0% |
| 67 | 129 | 2.0% |
| Other values (57) | 4995 |
| Value | Count | Frequency (%) |
| 19 | 48 | 0.7% |
| 20 | 62 | |
| 21 | 140 | |
| 22 | 115 | |
| 23 | 117 | |
| 24 | 108 | |
| 25 | 131 | |
| 26 | 107 | |
| 27 | 116 | |
| 28 | 104 |
| Value | Count | Frequency (%) |
| 85 | 24 | 0.4% |
| 84 | 38 | |
| 83 | 28 | |
| 82 | 37 | |
| 81 | 35 | |
| 80 | 31 | |
| 79 | 37 | |
| 78 | 45 | |
| 77 | 65 | |
| 76 | 59 |
Under 30
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5181 | |
| True | 1230 | 19.2% |
Senior
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5209 | |
| True | 1202 | 18.7% |
Group
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4946 | |
| True | 1465 | 22.9% |
Number of Customers in Group
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.84245827 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4946 |
| Zeros (%) | 77.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.704856 |
|---|---|
| Coefficient of variation (CV) | 2.0236682 |
| Kurtosis | 2.2559684 |
| Mean | 0.84245827 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8896599 |
| Sum | 5401 |
| Variance | 2.906534 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4946 | |
| 2 | 474 | 7.4% |
| 3 | 257 | 4.0% |
| 6 | 257 | 4.0% |
| 4 | 245 | 3.8% |
| 5 | 232 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 4946 | |
| 2 | 474 | 7.4% |
| 3 | 257 | 4.0% |
| 4 | 245 | 3.8% |
| 5 | 232 | 3.6% |
| 6 | 257 | 4.0% |
| Value | Count | Frequency (%) |
| 6 | 257 | 4.0% |
| 5 | 232 | 3.6% |
| 4 | 245 | 3.8% |
| 3 | 257 | 4.0% |
| 2 | 474 | 7.4% |
| 0 | 4946 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4314 | |
| True | 2097 |
Contract Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| Month-to-Month | |
|---|---|
| Two Year | |
| One Year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.173608 |
| Min length | 8 |
Characters and Unicode
| Total characters | 71634 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-Month |
|---|---|
| 2nd row | One Year |
| 3rd row | One Year |
| 4th row | Month-to-Month |
| 5th row | One Year |
Common Values
| Value | Count | Frequency (%) |
| Month-to-Month | 3391 | |
| Two Year | 1606 | |
| One Year | 1414 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| month-to-month | 3391 | |
| year | 3020 | |
| two | 1606 | |
| one | 1414 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 11779 | |
| t | 10173 | |
| n | 8196 | |
| M | 6782 | |
| h | 6782 | |
| - | 6782 | |
| e | 4434 | 6.2% |
| 3020 | 4.2% | |
| Y | 3020 | 4.2% |
| a | 3020 | 4.2% |
| Other values (4) | 7646 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 49010 | |
| Uppercase Letter | 12822 | 17.9% |
| Dash Punctuation | 6782 | 9.5% |
| Space Separator | 3020 | 4.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 11779 | |
| t | 10173 | |
| n | 8196 | |
| h | 6782 | |
| e | 4434 | 9.0% |
| a | 3020 | 6.2% |
| r | 3020 | 6.2% |
| w | 1606 | 3.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 6782 | |
| Y | 3020 | |
| T | 1606 | 12.5% |
| O | 1414 | 11.0% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6782 |
Space Separator
| Value | Count | Frequency (%) |
| 3020 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61832 | |
| Common | 9802 | 13.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 11779 | |
| t | 10173 | |
| n | 8196 | |
| M | 6782 | |
| h | 6782 | |
| e | 4434 | 7.2% |
| Y | 3020 | 4.9% |
| a | 3020 | 4.9% |
| r | 3020 | 4.9% |
| T | 1606 | 2.6% |
| Other values (2) | 3020 | 4.9% |
Common
| Value | Count | Frequency (%) |
| - | 6782 | |
| 3020 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 71634 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 11779 | |
| t | 10173 | |
| n | 8196 | |
| M | 6782 | |
| h | 6782 | |
| - | 6782 | |
| e | 4434 | 6.2% |
| 3020 | 4.2% | |
| Y | 3020 | 4.2% |
| a | 3020 | 4.2% |
| Other values (4) | 7646 |
Payment Method
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| Direct Debit | |
|---|---|
| Credit Card | |
| Paper Check |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 11.55436 |
| Min length | 11 |
Characters and Unicode
| Total characters | 74075 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct Debit |
|---|---|
| 2nd row | Paper Check |
| 3rd row | Direct Debit |
| 4th row | Paper Check |
| 5th row | Direct Debit |
Common Values
| Value | Count | Frequency (%) |
| Direct Debit | 3554 | |
| Credit Card | 2491 | |
| Paper Check | 366 | 5.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| direct | 3554 | |
| debit | 3554 | |
| credit | 2491 | |
| card | 2491 | |
| paper | 366 | 2.9% |
| check | 366 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10331 | |
| i | 9599 | |
| t | 9599 | |
| r | 8902 | |
| D | 7108 | |
| 6411 | ||
| C | 5348 | |
| d | 4982 | |
| c | 3920 | 5.3% |
| b | 3554 | 4.8% |
| Other values (5) | 4321 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 54842 | |
| Uppercase Letter | 12822 | 17.3% |
| Space Separator | 6411 | 8.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10331 | |
| i | 9599 | |
| t | 9599 | |
| r | 8902 | |
| d | 4982 | |
| c | 3920 | 7.1% |
| b | 3554 | 6.5% |
| a | 2857 | 5.2% |
| p | 366 | 0.7% |
| h | 366 | 0.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 7108 | |
| C | 5348 | |
| P | 366 | 2.9% |
Space Separator
| Value | Count | Frequency (%) |
| 6411 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 67664 | |
| Common | 6411 | 8.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10331 | |
| i | 9599 | |
| t | 9599 | |
| r | 8902 | |
| D | 7108 | |
| C | 5348 | |
| d | 4982 | |
| c | 3920 | 5.8% |
| b | 3554 | 5.3% |
| a | 2857 | 4.2% |
| Other values (4) | 1464 | 2.2% |
Common
| Value | Count | Frequency (%) |
| 6411 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74075 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10331 | |
| i | 9599 | |
| t | 9599 | |
| r | 8902 | |
| D | 7108 | |
| 6411 | ||
| C | 5348 | |
| d | 4982 | |
| c | 3920 | 5.3% |
| b | 3554 | 4.8% |
| Other values (5) | 4321 |
Monthly Charge
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.299173 |
| Minimum | 5 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 16 |
| median | 31 |
| Q3 | 42 |
| 95-th percentile | 56 |
| Maximum | 75 |
| Range | 70 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.701109 |
|---|---|
| Coefficient of variation (CV) | 0.51820257 |
| Kurtosis | -0.96245704 |
| Mean | 30.299173 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.15727501 |
| Sum | 194248 |
| Variance | 246.52483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 246 | 3.8% |
| 9 | 228 | 3.6% |
| 8 | 222 | 3.5% |
| 7 | 188 | 2.9% |
| 12 | 172 | 2.7% |
| 11 | 164 | 2.6% |
| 35 | 162 | 2.5% |
| 13 | 159 | 2.5% |
| 34 | 154 | 2.4% |
| 39 | 152 | 2.4% |
| Other values (59) | 4564 |
| Value | Count | Frequency (%) |
| 5 | 12 | 0.2% |
| 6 | 71 | 1.1% |
| 7 | 188 | |
| 8 | 222 | |
| 9 | 228 | |
| 10 | 246 | |
| 11 | 164 | |
| 12 | 172 | |
| 13 | 159 | |
| 14 | 58 | 0.9% |
| Value | Count | Frequency (%) |
| 75 | 1 | < 0.1% |
| 73 | 1 | < 0.1% |
| 72 | 3 | < 0.1% |
| 70 | 4 | 0.1% |
| 69 | 5 | 0.1% |
| 68 | 3 | < 0.1% |
| 67 | 7 | 0.1% |
| 66 | 7 | 0.1% |
| 65 | 17 | |
| 64 | 18 |
Total Charges
Real number (ℝ)
| Distinct | 2472 |
|---|---|
| Distinct (%) | 38.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 987.78864 |
| Minimum | 6 |
|---|---|
| Maximum | 4025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 169 |
| median | 595 |
| Q3 | 1587 |
| 95-th percentile | 3128.5 |
| Maximum | 4025 |
| Range | 4019 |
| Interquartile range (IQR) | 1418 |
Descriptive statistics
| Standard deviation | 1008.3826 |
|---|---|
| Coefficient of variation (CV) | 1.0208486 |
| Kurtosis | 0.13593241 |
| Mean | 987.78864 |
| Median Absolute Deviation (MAD) | 519 |
| Skewness | 1.0805561 |
| Sum | 6332713 |
| Variance | 1016835.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 34 | 0.5% |
| 26 | 32 | 0.5% |
| 13 | 32 | 0.5% |
| 12 | 29 | 0.5% |
| 27 | 27 | 0.4% |
| 16 | 24 | 0.4% |
| 7 | 23 | 0.4% |
| 37 | 23 | 0.4% |
| 25 | 22 | 0.3% |
| 9 | 22 | 0.3% |
| Other values (2462) | 6143 |
| Value | Count | Frequency (%) |
| 6 | 9 | 0.1% |
| 7 | 23 | |
| 8 | 21 | |
| 9 | 22 | |
| 10 | 34 | |
| 11 | 19 | |
| 12 | 29 | |
| 13 | 32 | |
| 14 | 11 | 0.2% |
| 15 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 4025 | 1 | |
| 4008 | 1 | |
| 4006 | 1 | |
| 3989 | 2 | |
| 3987 | 1 | |
| 3981 | 1 | |
| 3979 | 1 | |
| 3974 | 1 | |
| 3971 | 1 | |
| 3969 | 1 |
Churn Category
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| Competitor | |
|---|---|
| Dissatisfaction | 283 |
| Attitude | 278 |
| Price | 199 |
| Other | 190 |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 9.8306036 |
| Min length | 5 |
Characters and Unicode
| Total characters | 63024 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor |
|---|---|
| 2nd row | Competitor |
| 3rd row | Competitor |
| 4th row | Competitor |
| 5th row | Competitor |
Common Values
| Value | Count | Frequency (%) |
| Competitor | 5461 | |
| Dissatisfaction | 283 | 4.4% |
| Attitude | 278 | 4.3% |
| Price | 199 | 3.1% |
| Other | 190 | 3.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| competitor | 5461 | |
| dissatisfaction | 283 | 4.4% |
| attitude | 278 | 4.3% |
| price | 199 | 3.1% |
| other | 190 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 12512 | |
| o | 11205 | |
| i | 6787 | |
| e | 6128 | |
| r | 5850 | |
| C | 5461 | |
| m | 5461 | |
| p | 5461 | |
| s | 849 | 1.3% |
| a | 566 | 0.9% |
| Other values (10) | 2744 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 56613 | |
| Uppercase Letter | 6411 | 10.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 12512 | |
| o | 11205 | |
| i | 6787 | |
| e | 6128 | |
| r | 5850 | |
| m | 5461 | |
| p | 5461 | |
| s | 849 | 1.5% |
| a | 566 | 1.0% |
| c | 482 | 0.9% |
| Other values (5) | 1312 | 2.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5461 | |
| D | 283 | 4.4% |
| A | 278 | 4.3% |
| P | 199 | 3.1% |
| O | 190 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 63024 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 12512 | |
| o | 11205 | |
| i | 6787 | |
| e | 6128 | |
| r | 5850 | |
| C | 5461 | |
| m | 5461 | |
| p | 5461 | |
| s | 849 | 1.3% |
| a | 566 | 0.9% |
| Other values (10) | 2744 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 63024 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 12512 | |
| o | 11205 | |
| i | 6787 | |
| e | 6128 | |
| r | 5850 | |
| C | 5461 | |
| m | 5461 | |
| p | 5461 | |
| s | 849 | 1.3% |
| a | 566 | 0.9% |
| Other values (10) | 2744 | 4.4% |
Churn Reason
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.2 KiB |
| Competitor made better offer | |
|---|---|
| Competitor had better devices | 293 |
| Attitude of support person | 198 |
| Don't know | 122 |
| Competitor offered more data | 110 |
| Other values (15) |
Length
| Max length | 41 |
|---|---|
| Median length | 28 |
| Mean length | 27.243488 |
| Min length | 5 |
Characters and Unicode
| Total characters | 174658 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor made better offer |
|---|---|
| 2nd row | Competitor made better offer |
| 3rd row | Competitor made better offer |
| 4th row | Competitor made better offer |
| 5th row | Competitor made better offer |
Common Values
| Value | Count | Frequency (%) |
| Competitor made better offer | 4965 | |
| Competitor had better devices | 293 | 4.6% |
| Attitude of support person | 198 | 3.1% |
| Don't know | 122 | 1.9% |
| Competitor offered more data | 110 | 1.7% |
| Competitor offered higher download speeds | 93 | 1.5% |
| Attitude of service provider | 80 | 1.2% |
| Price too high | 74 | 1.2% |
| Product dissatisfaction | 71 | 1.1% |
| Network reliability | 68 | 1.1% |
| Other values (10) | 337 | 5.3% |
Length
| Value | Count | Frequency (%) |
| competitor | 5461 | |
| better | 5258 | |
| made | 4965 | |
| offer | 4965 | |
| of | 408 | 1.6% |
| had | 293 | 1.2% |
| devices | 293 | 1.2% |
| attitude | 278 | 1.1% |
| support | 239 | 1.0% |
| offered | 203 | 0.8% |
| Other values (37) | 2506 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 29072 | |
| t | 23521 | |
| 18458 | ||
| o | 18339 | |
| r | 17447 | |
| f | 10957 | 6.3% |
| m | 10571 | 6.1% |
| i | 7379 | 4.2% |
| d | 7025 | 4.0% |
| p | 6418 | 3.7% |
| Other values (27) | 25471 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 149587 | |
| Space Separator | 18458 | 10.6% |
| Uppercase Letter | 6437 | 3.7% |
| Other Punctuation | 150 | 0.1% |
| Dash Punctuation | 26 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 29072 | |
| t | 23521 | |
| o | 18339 | |
| r | 17447 | |
| f | 10957 | 7.3% |
| m | 10571 | 7.1% |
| i | 7379 | 4.9% |
| d | 7025 | 4.7% |
| p | 6418 | 4.3% |
| a | 6374 | 4.3% |
| Other values (13) | 12484 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5461 | |
| A | 278 | 4.3% |
| P | 186 | 2.9% |
| L | 150 | 2.3% |
| D | 128 | 2.0% |
| N | 68 | 1.1% |
| S | 60 | 0.9% |
| M | 44 | 0.7% |
| E | 36 | 0.6% |
| W | 26 | 0.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 122 | |
| / | 28 | 18.7% |
Space Separator
| Value | Count | Frequency (%) |
| 18458 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 26 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 156024 | |
| Common | 18634 | 10.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 29072 | |
| t | 23521 | |
| o | 18339 | |
| r | 17447 | |
| f | 10957 | 7.0% |
| m | 10571 | 6.8% |
| i | 7379 | 4.7% |
| d | 7025 | 4.5% |
| p | 6418 | 4.1% |
| a | 6374 | 4.1% |
| Other values (23) | 18921 |
Common
| Value | Count | Frequency (%) |
| 18458 | ||
| ' | 122 | 0.7% |
| / | 28 | 0.2% |
| - | 26 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 174658 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 29072 | |
| t | 23521 | |
| 18458 | ||
| o | 18339 | |
| r | 17447 | |
| f | 10957 | 6.3% |
| m | 10571 | 6.1% |
| i | 7379 | 4.2% |
| d | 7025 | 4.0% |
| p | 6418 | 3.7% |
| Other values (27) | 25471 |
| Account Length (months) | Local Calls | Local Mins | Intl Calls | Intl Mins | Extra International Charges | Customer Service Calls | Avg Monthly GB Download | Extra Data Charges | Age | Number of Customers in Group | Monthly Charge | Total Charges | Churn Label | Intl Active | Intl Plan | Unlimited Data Plan | State | Gender | Under 30 | Senior | Group | Device Protection & Online Backup | Contract Type | Payment Method | Churn Category | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account Length (months) | 1.000 | 0.895 | 0.909 | 0.105 | 0.108 | 0.014 | -0.211 | 0.051 | 0.011 | 0.013 | 0.149 | 0.151 | 0.872 | 0.357 | 0.057 | 0.000 | 0.013 | 0.026 | 0.000 | 0.000 | 0.019 | 0.150 | 0.339 | 0.493 | 0.096 | 0.120 | 0.101 |
| Local Calls | 0.895 | 1.000 | 0.985 | 0.096 | 0.098 | 0.015 | -0.196 | 0.048 | 0.009 | 0.015 | 0.131 | 0.145 | 0.803 | 0.320 | 0.027 | 0.000 | 0.026 | 0.031 | 0.021 | 0.021 | 0.011 | 0.123 | 0.296 | 0.392 | 0.076 | 0.107 | 0.085 |
| Local Mins | 0.909 | 0.985 | 1.000 | 0.097 | 0.099 | 0.014 | -0.199 | 0.048 | 0.006 | 0.014 | 0.135 | 0.148 | 0.814 | 0.322 | 0.044 | 0.000 | 0.018 | 0.026 | 0.000 | 0.000 | 0.032 | 0.129 | 0.303 | 0.403 | 0.083 | 0.105 | 0.085 |
| Intl Calls | 0.105 | 0.096 | 0.097 | 1.000 | 0.993 | 0.800 | 0.063 | 0.029 | 0.019 | 0.014 | 0.011 | 0.040 | 0.099 | 0.099 | 0.591 | 0.199 | 0.038 | 0.005 | 0.000 | 0.011 | 0.022 | 0.057 | 0.110 | 0.193 | 0.034 | 0.020 | 0.000 |
| Intl Mins | 0.108 | 0.098 | 0.099 | 0.993 | 1.000 | 0.802 | 0.063 | 0.029 | 0.017 | 0.015 | 0.011 | 0.040 | 0.101 | 0.102 | 0.723 | 0.220 | 0.000 | 0.009 | 0.000 | 0.000 | 0.032 | 0.065 | 0.127 | 0.207 | 0.028 | 0.039 | 0.000 |
| Extra International Charges | 0.014 | 0.015 | 0.014 | 0.800 | 0.802 | 1.000 | 0.160 | 0.049 | 0.026 | 0.017 | -0.024 | 0.070 | 0.038 | 0.074 | 0.554 | 0.147 | 0.022 | 0.002 | 0.000 | 0.000 | 0.000 | 0.035 | 0.093 | 0.136 | 0.027 | 0.025 | 0.000 |
| Customer Service Calls | -0.211 | -0.196 | -0.199 | 0.063 | 0.063 | 0.160 | 1.000 | 0.047 | 0.035 | 0.070 | -0.161 | 0.140 | -0.122 | 0.654 | 0.111 | 0.000 | 0.098 | 0.000 | 0.016 | 0.024 | 0.095 | 0.172 | 0.039 | 0.205 | 0.101 | 0.227 | 0.265 |
| Avg Monthly GB Download | 0.051 | 0.048 | 0.048 | 0.029 | 0.029 | 0.049 | 0.047 | 1.000 | 0.135 | -0.209 | 0.006 | 0.486 | 0.294 | 0.109 | 0.019 | 0.031 | 0.421 | 0.000 | 0.030 | 0.507 | 0.164 | 0.127 | 0.224 | 0.078 | 0.093 | 0.040 | 0.039 |
| Extra Data Charges | 0.011 | 0.009 | 0.006 | 0.019 | 0.017 | 0.026 | 0.035 | 0.135 | 1.000 | 0.031 | -0.037 | 0.126 | 0.076 | 0.000 | 0.000 | 0.000 | 0.411 | 0.000 | 0.000 | 0.032 | 0.038 | 0.020 | 0.076 | 0.009 | 0.021 | 0.000 | 0.007 |
| Age | 0.013 | 0.015 | 0.014 | 0.014 | 0.015 | 0.017 | 0.070 | -0.209 | 0.031 | 1.000 | -0.114 | 0.146 | 0.077 | 0.131 | 0.033 | 0.000 | 0.120 | 0.000 | 0.000 | 0.900 | 0.961 | 0.145 | 0.051 | 0.027 | 0.107 | 0.048 | 0.037 |
| Number of Customers in Group | 0.149 | 0.131 | 0.135 | 0.011 | 0.011 | -0.024 | -0.161 | 0.006 | -0.037 | -0.114 | 1.000 | -0.280 | -0.010 | 0.253 | 0.016 | 0.022 | 0.127 | 0.000 | 0.000 | 0.034 | 0.135 | 1.000 | 0.006 | 0.128 | 0.072 | 0.075 | 0.086 |
| Monthly Charge | 0.151 | 0.145 | 0.148 | 0.040 | 0.040 | 0.070 | 0.140 | 0.486 | 0.126 | 0.146 | -0.280 | 1.000 | 0.569 | 0.247 | 0.031 | 0.000 | 0.689 | 0.025 | 0.000 | 0.040 | 0.188 | 0.276 | 0.412 | 0.118 | 0.218 | 0.076 | 0.079 |
| Total Charges | 0.872 | 0.803 | 0.814 | 0.099 | 0.101 | 0.038 | -0.122 | 0.294 | 0.076 | 0.077 | -0.010 | 0.569 | 1.000 | 0.177 | 0.016 | 0.026 | 0.315 | 0.014 | 0.000 | 0.000 | 0.091 | 0.064 | 0.485 | 0.303 | 0.117 | 0.064 | 0.045 |
| Churn Label | 0.357 | 0.320 | 0.322 | 0.099 | 0.102 | 0.074 | 0.654 | 0.109 | 0.000 | 0.131 | 0.253 | 0.247 | 0.177 | 1.000 | 0.136 | 0.006 | 0.174 | 0.081 | 0.000 | 0.040 | 0.129 | 0.253 | 0.050 | 0.448 | 0.228 | 0.675 | 0.872 |
| Intl Active | 0.057 | 0.027 | 0.044 | 0.591 | 0.723 | 0.554 | 0.111 | 0.019 | 0.000 | 0.033 | 0.016 | 0.031 | 0.016 | 0.136 | 1.000 | 0.227 | 0.000 | 0.033 | 0.000 | 0.000 | 0.024 | 0.012 | 0.005 | 0.056 | 0.026 | 0.155 | 0.173 |
| Intl Plan | 0.000 | 0.000 | 0.000 | 0.199 | 0.220 | 0.147 | 0.000 | 0.031 | 0.000 | 0.000 | 0.022 | 0.000 | 0.026 | 0.006 | 0.227 | 1.000 | 0.000 | 0.105 | 0.000 | 0.020 | 0.000 | 0.001 | 0.018 | 0.000 | 0.027 | 0.000 | 0.000 |
| Unlimited Data Plan | 0.013 | 0.026 | 0.018 | 0.038 | 0.000 | 0.022 | 0.098 | 0.421 | 0.411 | 0.120 | 0.127 | 0.689 | 0.315 | 0.174 | 0.000 | 0.000 | 1.000 | 0.026 | 0.000 | 0.029 | 0.111 | 0.127 | 0.292 | 0.149 | 0.208 | 0.109 | 0.172 |
| State | 0.026 | 0.031 | 0.026 | 0.005 | 0.009 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.014 | 0.081 | 0.033 | 0.105 | 0.026 | 1.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.021 | 0.000 | 0.000 | 0.023 | 0.004 |
| Gender | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 |
| Under 30 | 0.000 | 0.021 | 0.000 | 0.011 | 0.000 | 0.000 | 0.024 | 0.507 | 0.032 | 0.900 | 0.034 | 0.040 | 0.000 | 0.040 | 0.000 | 0.020 | 0.029 | 0.000 | 0.000 | 1.000 | 0.233 | 0.032 | 0.000 | 0.000 | 0.040 | 0.032 | 0.028 |
| Senior | 0.019 | 0.011 | 0.032 | 0.022 | 0.032 | 0.000 | 0.095 | 0.164 | 0.038 | 0.961 | 0.135 | 0.188 | 0.091 | 0.129 | 0.024 | 0.000 | 0.111 | 0.020 | 0.000 | 0.233 | 1.000 | 0.136 | 0.035 | 0.042 | 0.136 | 0.092 | 0.117 |
| Group | 0.150 | 0.123 | 0.129 | 0.057 | 0.065 | 0.035 | 0.172 | 0.127 | 0.020 | 0.145 | 1.000 | 0.276 | 0.064 | 0.253 | 0.012 | 0.001 | 0.127 | 0.000 | 0.000 | 0.032 | 0.136 | 1.000 | 0.014 | 0.182 | 0.104 | 0.156 | 0.214 |
| Device Protection & Online Backup | 0.339 | 0.296 | 0.303 | 0.110 | 0.127 | 0.093 | 0.039 | 0.224 | 0.076 | 0.051 | 0.006 | 0.412 | 0.485 | 0.050 | 0.005 | 0.018 | 0.292 | 0.021 | 0.015 | 0.000 | 0.035 | 0.014 | 1.000 | 0.209 | 0.077 | 0.060 | 0.056 |
| Contract Type | 0.493 | 0.392 | 0.403 | 0.193 | 0.207 | 0.136 | 0.205 | 0.078 | 0.009 | 0.027 | 0.128 | 0.118 | 0.303 | 0.448 | 0.056 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.042 | 0.182 | 0.209 | 1.000 | 0.119 | 0.217 | 0.278 |
| Payment Method | 0.096 | 0.076 | 0.083 | 0.034 | 0.028 | 0.027 | 0.101 | 0.093 | 0.021 | 0.107 | 0.072 | 0.218 | 0.117 | 0.228 | 0.026 | 0.027 | 0.208 | 0.000 | 0.000 | 0.040 | 0.136 | 0.104 | 0.077 | 0.119 | 1.000 | 0.096 | 0.141 |
| Churn Category | 0.120 | 0.107 | 0.105 | 0.020 | 0.039 | 0.025 | 0.227 | 0.040 | 0.000 | 0.048 | 0.075 | 0.076 | 0.064 | 0.675 | 0.155 | 0.000 | 0.109 | 0.023 | 0.000 | 0.032 | 0.092 | 0.156 | 0.060 | 0.217 | 0.096 | 1.000 | 0.991 |
| Churn Reason | 0.101 | 0.085 | 0.085 | 0.000 | 0.000 | 0.000 | 0.265 | 0.039 | 0.007 | 0.037 | 0.086 | 0.079 | 0.045 | 0.872 | 0.173 | 0.000 | 0.172 | 0.004 | 0.000 | 0.028 | 0.117 | 0.214 | 0.056 | 0.278 | 0.141 | 0.991 | 1.000 |
| Customer ID | Churn Label | Account Length (months) | Local Calls | Local Mins | Intl Calls | Intl Mins | Intl Active | Intl Plan | Extra International Charges | Customer Service Calls | Avg Monthly GB Download | Unlimited Data Plan | Extra Data Charges | State | Phone Number | Gender | Age | Under 30 | Senior | Group | Number of Customers in Group | Device Protection & Online Backup | Contract Type | Payment Method | Monthly Charge | Total Charges | Churn Category | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4444-BZPU | No | 1 | 3 | 8.0 | 0.0 | 0.0 | No | no | 0.0 | 0 | 3 | Yes | 0 | KS | 382-4657 | Female | 35 | No | No | No | 0 | No | Month-to-Month | Direct Debit | 10 | 10 | Competitor | Competitor made better offer |
| 1 | 5676-PTZX | No | 33 | 179 | 431.3 | 0.0 | 0.0 | No | no | 0.0 | 0 | 3 | Yes | 0 | OH | 371-7191 | Male | 49 | No | No | No | 0 | Yes | One Year | Paper Check | 21 | 703 | Competitor | Competitor made better offer |
| 2 | 8532-ZEKQ | No | 44 | 82 | 217.6 | 0.0 | 0.0 | No | yes | 0.0 | 0 | 3 | Yes | 0 | OH | 375-9999 | Male | 51 | No | No | No | 0 | Yes | One Year | Direct Debit | 23 | 1014 | Competitor | Competitor made better offer |
| 3 | 1314-SMPJ | No | 10 | 47 | 111.6 | 60.0 | 71.0 | Yes | yes | 0.0 | 0 | 2 | Yes | 0 | MO | 329-9001 | Female | 41 | No | No | No | 0 | No | Month-to-Month | Paper Check | 17 | 177 | Competitor | Competitor made better offer |
| 4 | 2956-TXCJ | No | 62 | 184 | 621.2 | 310.0 | 694.4 | Yes | yes | 0.0 | 0 | 3 | Yes | 0 | WV | 330-8173 | Male | 51 | No | No | No | 0 | No | One Year | Direct Debit | 28 | 1720 | Competitor | Competitor made better offer |
| 5 | 9152-DEPY | No | 17 | 68 | 120.7 | 0.0 | 0.0 | No | no | 0.0 | 0 | 0 | No | 0 | RI | 344-9403 | Male | 23 | Yes | No | No | 0 | No | Two Year | Credit Card | 9 | 156 | Competitor | Competitor made better offer |
| 6 | 1958-SDSO | No | 57 | 428 | 849.2 | 0.0 | 0.0 | No | no | 0.0 | 0 | 5 | Yes | 0 | IA | 363-1107 | Male | 38 | No | No | No | 0 | Yes | One Year | Credit Card | 47 | 2671 | Competitor | Competitor made better offer |
| 7 | 8787-QZUC | No | 25 | 54 | 203.7 | 0.0 | 0.0 | No | no | 0.0 | 0 | 12 | Yes | 0 | IA | 366-9238 | Male | 29 | Yes | No | No | 0 | Yes | Month-to-Month | Direct Debit | 47 | 1197 | Competitor | Competitor made better offer |
| 8 | 7768-OQJE | No | 70 | 171 | 627.4 | 0.0 | 0.0 | No | no | 0.0 | 0 | 1 | Yes | 0 | NY | 351-7269 | Female | 47 | No | No | No | 0 | Yes | Two Year | Credit Card | 52 | 3593 | Competitor | Competitor made better offer |
| 9 | 7716-RHEB | No | 50 | 206 | 445.8 | 0.0 | 0.0 | No | no | 0.0 | 0 | 0 | No | 0 | ID | 350-8884 | Female | 61 | No | No | No | 0 | No | One Year | Paper Check | 11 | 539 | Competitor | Competitor made better offer |
| Customer ID | Churn Label | Account Length (months) | Local Calls | Local Mins | Intl Calls | Intl Mins | Intl Active | Intl Plan | Extra International Charges | Customer Service Calls | Avg Monthly GB Download | Unlimited Data Plan | Extra Data Charges | State | Phone Number | Gender | Age | Under 30 | Senior | Group | Number of Customers in Group | Device Protection & Online Backup | Contract Type | Payment Method | Monthly Charge | Total Charges | Churn Category | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6677 | 2424-WMEU | Yes | 36 | 57 | 144.2 | 0.0 | 0.0 | No | no | 0.0 | 0 | 6 | Yes | 0 | KY | 336-3020 | Male | 56 | No | No | Yes | 2 | Yes | Month-to-Month | Direct Debit | 16 | 570 | Competitor | Competitor offered more data |
| 6678 | 7223-IAZO | Yes | 11 | 67 | 161.8 | 0.0 | 0.0 | No | yes | 0.0 | 2 | 8 | No | 0 | TX | 276-9423 | Female | 32 | No | No | Yes | 6 | No | Month-to-Month | Direct Debit | 22 | 241 | Price | Extra data charges |
| 6679 | 2044-UCGH | Yes | 22 | 89 | 285.7 | 0.0 | 0.0 | No | no | 0.0 | 4 | 6 | Yes | 0 | AK | 316-9298 | Male | 85 | No | Yes | Yes | 2 | No | Month-to-Month | Paper Check | 17 | 377 | Other | Moved |
| 6680 | 3059-FTFJ | Yes | 1 | 7 | 13.0 | 0.0 | 0.0 | No | no | 0.0 | 1 | 6 | Yes | 0 | MO | 286-7714 | Male | 33 | No | No | Yes | 2 | No | Month-to-Month | Paper Check | 13 | 13 | Price | Extra data charges |
| 6681 | 8708-NXSF | Yes | 1 | 4 | 12.0 | 0.0 | 0.0 | No | no | 0.0 | 1 | 6 | Yes | 0 | WV | 337-5104 | Male | 76 | No | Yes | Yes | 5 | No | Month-to-Month | Credit Card | 14 | 14 | Dissatisfaction | Service dissatisfaction |
| 6682 | 2940-QHVU | Yes | 3 | 6 | 16.8 | 0.0 | 0.0 | No | no | 0.0 | 0 | 4 | Yes | 0 | SC | 362-9895 | Female | 42 | No | No | Yes | 2 | No | Month-to-Month | Paper Check | 19 | 52 | Competitor | Competitor offered higher download speeds |
| 6683 | 3033-TMYG | Yes | 1 | 7 | 15.0 | 0.0 | 0.0 | No | no | 0.0 | 5 | 17 | Yes | 0 | KY | 378-9926 | Male | 24 | Yes | No | Yes | 3 | Yes | Month-to-Month | Direct Debit | 20 | 20 | Competitor | Competitor offered higher download speeds |
| 6684 | 7029-XDVM | Yes | 6 | 20 | 46.9 | 0.0 | 0.0 | No | no | 0.0 | 4 | 10 | Yes | 0 | NE | 328-3647 | Male | 48 | No | No | Yes | 6 | Yes | Month-to-Month | Paper Check | 18 | 108 | Competitor | Competitor made better offer |
| 6685 | 6614-NAJG | Yes | 3 | 6 | 15.4 | 0.0 | 0.0 | No | no | 0.0 | 2 | 5 | Yes | 0 | MN | 346-8275 | Female | 45 | No | No | Yes | 5 | No | Month-to-Month | Credit Card | 15 | 46 | Attitude | Attitude of support person |
| 6686 | 5104-AGDX | Yes | 1 | 7 | 15.0 | 0.0 | 0.0 | No | no | 0.0 | 1 | 10 | No | 4 | IN | 257-5893 | Male | 22 | Yes | No | Yes | 6 | No | Month-to-Month | Direct Debit | 9 | 9 | Competitor | Competitor made better offer |